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#artificial intelligence Preprint Sep 2026

A Removal Based Approach to Improve LLM Faithfulness at Test-Time

Large language models (LLMs) are increasingly used for consequential decisions, making their explanations an important tool for auditing model behavior. Unfortunately, these explanations can be unfaithful, failing to reflect the actual reasoning underlying the model's decisions. We consider a setting in which an LLM pr...

Qing Luo, S. Nahian, John V. Guttag et al. · 0 citations

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